| Number of Variables | 8 |
|---|---|
| Number of Rows | 1.3605e+07 |
| Missing Cells | 5810 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 830.4 MB |
| Average Row Size in Memory | 64.0 B |
| Variable Types |
|
| DAYS_INSTALMENT and DAYS_ENTRY_PAYMENT have similar distributions | Similar Distribution |
|---|---|
| NUM_INSTALMENT_VERSION is skewed | Skewed |
| NUM_INSTALMENT_NUMBER is skewed | Skewed |
| AMT_INSTALMENT is skewed | Skewed |
| AMT_PAYMENT is skewed | Skewed |
| DAYS_INSTALMENT has 13605401 (100.0%) negatives | Negatives |
| DAYS_ENTRY_PAYMENT has 13602496 (99.98%) negatives | Negatives |
| NUM_INSTALMENT_VERSION has 4082498 (30.01%) zeros | Zeros |
numerical
| Approximate Distinct Count | 997752 |
|---|---|
| Approximate Unique (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217686416 |
| Mean | 1.9034e+06 |
| Minimum | 1000001 |
| Maximum | 2843499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1000001 |
|---|---|
| 5-th Percentile | 1.0841e+06 |
| Q1 | 1.436e+06 |
| Median | 1.9e+06 |
| Q3 | 2.3715e+06 |
| 95-th Percentile | 2.7535e+06 |
| Maximum | 2843499 |
| Range | 1843498 |
| IQR | 935544 |
| Mean | 1.9034e+06 |
|---|---|
| Standard Deviation | 536202.9055 |
| Variance | 2.8751e+11 |
| Sum | 2.5896e+13 |
| Skewness | 0.04251 |
| Kurtosis | -1.2171 |
| Coefficient of Variation | 0.2817 |
numerical
| Approximate Distinct Count | 339587 |
|---|---|
| Approximate Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217686416 |
| Mean | 278444.8817 |
| Minimum | 100001 |
| Maximum | 456255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 100001 |
|---|---|
| 5-th Percentile | 118041 |
| Q1 | 189184 |
| Median | 278412 |
| Q3 | 367456 |
| 95-th Percentile | 438111 |
| Maximum | 456255 |
| Range | 356254 |
| IQR | 178272 |
| Mean | 278444.8817 |
|---|---|
| Standard Deviation | 102718.3104 |
| Variance | 1.0551e+10 |
| Sum | 3.7884e+12 |
| Skewness | -0.003354 |
| Kurtosis | -1.197 |
| Coefficient of Variation | 0.3689 |
numerical
| Approximate Distinct Count | 65 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217686416 |
| Mean | 0.8566 |
| Minimum | 0 |
| Maximum | 178 |
| Zeros | 4082498 |
| Zeros (%) | 30.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 1 |
| 95-th Percentile | 2 |
| Maximum | 178 |
| Range | 178 |
| IQR | 1 |
| Mean | 0.8566 |
|---|---|
| Standard Deviation | 1.0352 |
| Variance | 1.0717 |
| Sum | 1.1655e+07 |
| Skewness | 9.5934 |
| Kurtosis | 259.607 |
| Coefficient of Variation | 1.2085 |
numerical
| Approximate Distinct Count | 277 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217686416 |
| Mean | 18.8709 |
| Minimum | 1 |
| Maximum | 277 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 4 |
| Median | 8 |
| Q3 | 19 |
| 95-th Percentile | 83 |
| Maximum | 277 |
| Range | 276 |
| IQR | 15 |
| Mean | 18.8709 |
|---|---|
| Standard Deviation | 26.6641 |
| Variance | 710.9725 |
| Sum | 2.5675e+08 |
| Skewness | 2.4976 |
| Kurtosis | 6.7051 |
| Coefficient of Variation | 1.413 |
numerical
| Approximate Distinct Count | 2922 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217686416 |
| Mean | -1042.27 |
| Minimum | -2922 |
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 13605401 |
| Negatives (%) | 100.0% |
| Minimum | -2922 |
|---|---|
| 5-th Percentile | -2550 |
| Q1 | -1649 |
| Median | -813 |
| Q3 | -359 |
| 95-th Percentile | -81 |
| Maximum | -1 |
| Range | 2921 |
| IQR | 1290 |
| Mean | -1042.27 |
|---|---|
| Standard Deviation | 800.9463 |
| Variance | 641514.9503 |
| Sum | -1.4181e+10 |
| Skewness | -0.6287 |
| Kurtosis | -0.7987 |
| Coefficient of Variation | -0.7685 |
numerical
| Approximate Distinct Count | 3039 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 2905 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217639936 |
| Mean | -1051.1137 |
| Minimum | -4921 |
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 13602496 |
| Negatives (%) | 100.0% |
| Minimum | -4921 |
|---|---|
| 5-th Percentile | -2558 |
| Q1 | -1658 |
| Median | -822 |
| Q3 | -368 |
| 95-th Percentile | -89 |
| Maximum | -1 |
| Range | 4920 |
| IQR | 1290 |
| Mean | -1051.1137 |
|---|---|
| Standard Deviation | 800.5859 |
| Variance | 640937.7565 |
| Sum | -1.4298e+10 |
| Skewness | -0.6269 |
| Kurtosis | -0.8018 |
| Coefficient of Variation | -0.7617 |
numerical
| Approximate Distinct Count | 902539 |
|---|---|
| Approximate Unique (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217686416 |
| Mean | 17050.907 |
| Minimum | 0 |
| Maximum | 3.7715e+06 |
| Zeros | 290 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 197.91 |
| Q1 | 4241.3738 |
| Median | 8948.07 |
| Q3 | 16762.905 |
| 95-th Percentile | 47243.79 |
| Maximum | 3.7715e+06 |
| Range | 3.7715e+06 |
| IQR | 12521.5312 |
| Mean | 17050.907 |
|---|---|
| Standard Deviation | 50570.2544 |
| Variance | 2.5574e+09 |
| Sum | 2.3198e+11 |
| Skewness | 16.2359 |
| Kurtosis | 388.8392 |
| Coefficient of Variation | 2.9658 |
numerical
| Approximate Distinct Count | 944235 |
|---|---|
| Approximate Unique (%) | 6.9% |
| Missing | 2905 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 217639936 |
| Mean | 17238.2232 |
| Minimum | 0 |
| Maximum | 3.7715e+06 |
| Zeros | 1440 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 116.055 |
| Q1 | 3426.93 |
| Median | 8170.56 |
| Q3 | 16173 |
| 95-th Percentile | 47952 |
| Maximum | 3.7715e+06 |
| Range | 3.7715e+06 |
| IQR | 12746.07 |
| Mean | 17238.2232 |
|---|---|
| Standard Deviation | 54735.784 |
| Variance | 2.996e+09 |
| Sum | 2.3448e+11 |
| Skewness | 14.9519 |
| Kurtosis | 324.5958 |
| Coefficient of Variation | 3.1753 |